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Semantic code linting with Decision Models

View on GitHub ↗https://perchscan.com ↗
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Created Sep 16, 2026Updated Oct 2, 2026

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README

perch

npm ci node license perch

perchscan.com  ·  docs  ·  benchmarks  ·  Discord

Semantic code linting with decision models.

Writing a rule, and perch catching this README with it

Getting started

npm install -g @lakeday/perch
perch login
perch scan

Run perch login to sign in to Perch Cloud. The first $5 is free. Since decisions are cached, running perch again on unchanged code costs a tenth as much. Perch Cloud also scans pull requests in CI, without writing any workflows.

$ perch scan
checkout.py
  ID        Line  Severity  Type    Confidence  Problem                     Method
  bdc67421    14  P1 (0.8)  defect         81%  wrong_order                 place_order
  ddc5c917    24  P1 (0.8)  defect         92%  inverted_condition          can_fulfil

cart.py
  ID        Line  Severity  Type    Confidence  Problem             Method
  287bfb9d     9  P1 (1.0)  defect         90%  off_by_one          subtotal
  80d6ebbb    29  P1 (1.4)  defect         89%  unhandled_null      cheapest

✖ 20 problems in 5 files, all failing

Run perch issues to see them worst first, and perch issues <id> to view one.

perch check <id> asks again after you think you've fixed it. It doesn't record anything.

Agent skills

perch setup claude-code   # .claude/skills/perch/SKILL.md
perch setup codex         # .codex/skills/perch/SKILL.md
perch setup pi            # .pi/skills/perch/SKILL.md
perch setup cursor        # .cursor/rules/perch.mdc

Semantic linting

You can extend perch with your own linting rules by adding them to perch.yaml:

- name: private-logs
  where: "src/**/*.ts"
  each: method
  ensure: >
    Keep passwords and access tokens out of logs.

Models

By default, Perch Cloud routes your questions to the best model for answering them. To ask a specific decision model, override the endpoint, key, and model:

export PERCH_BASE_URL=https://api.typesafe.ai/v1/systemone
export PERCH_API_KEY='paste-your-TypeSafe-key-here'
export PERCH_MODEL_ID=jev-latest
Model PERCH_BASE_URL PERCH_MODEL_ID
Jev https://api.typesafe.ai/v1/systemone jev-latest
Liquid AI d1 https://api.liquid.ai/decisions/v1/systemone d1:free
DiffusionGemma Jev on Beam https://app.beam.cloud/v1/models/jev/diffusiongemma/invoke jev/diffusiongemma
SemiF on Beam https://app.beam.cloud/v1/models/jev/semif/invoke jev/semif

Any endpoint that supports the System One format will work. Beam decision models only accept 32 questions per request, which is fewer than a security scan asks of one method. Until #257 is resolved, limit scan_types to defect and lint when using a Beam model. See the benchmarks for a comparison.

Documentation

Getting started Install, sign in, the first scan.
Reading issues The list, the filters, closing what does not matter.
Semantic linting where, each, sees, min, gate, and the longhand grammar.
Checking a change perch check on work in progress.
perch in CI What a build can gate on, and what it cannot.
Command reference Every command, its flags, and what each exit code means.
Inside a scan The graph walk, the questions, and how probabilities turn into a ranking.

Perch files

Location Contents
.perch/ Generated scan results and cache files, alongside the committed files below. Use --out <directory> to choose another results location.
.perch/rules/ Custom rules split across .yaml and .yml files. Commit these files.
.perch/closed.jsonl Dismissed findings and their reasons. Commit this file.
perch.yaml Custom rules. Updated by perch rules add, edit, and remove.
.claude/, .codex/, .pi/, .cursor/ Instructions installed for the selected assistant by perch setup <assistant>.

Development

npm run check     # lint, typecheck, test
npm run build     # bundle src/cli.js into dist/cli.mjs

To install perch from a checkout, run npm install && npm run build && npm link.